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:
The Development of A Real Time and Accident Geographical Data Collection System :
A Case Study of Songkhla
Pariwat Chotkaew
A Thesis Submitted in Partial Fulfillment of the Requirements for the Degree of
Master of Science in Management of Information Technology
Prince of Songkla University
2554
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ชอวทยานพนธ การพฒนาระบบการเกบขอมลภมสารสนเทศอบตเหตทางถนนแบบเวลาจรง : กรณศกษาจงหวดสงขลา
ผเขยน นายปรวรรต โชตแกว สาขาวชา การจดการเทคโนโลยสารสนเทศ ปการศกษา 2553
บทคดยอ
ปกตแลว ต าแหนงทเกดอบตเหตทมการบนทกไวในรายงานอบตเหตทางถนน จะประกอบดวยชอถนนและขอมลอน ๆ ทชวยในการระบต าแหนง เชน สถานทส าคญทอยในบรเวณใกลเคยง รายงานอบตเหตของบางหนวยงานจะมขอมลพกดจากเครองรบสญญาณ GPS อยดวย เนองจากต าแหนงเหลานมความส าคญอยางยงในการวเคราะหและการระบต าแหนงของถนนทไมปลอดภย จงตองมความเทยงตรงใหมากทสดเทาทจะเปนไปได การศกษานน าเสนอวธการระบพกดต าแหนงของอบตเหตทางถนนทไดมการบนทกขอมลไวในรปแบบของชอถนนและขอมลพกดจากเครองรบสญญาณ GPS ชอถนนและขอมลประกอบจะถกจดการโดยใช Text object model ของชดค าสงใน Windows API จากนนจงสงไปยง Google geocoding API เพอคนหาต าแหนงและแสดงบน Google Maps ขอมลพกดทไดจาก Google API หรอเครองรบสญญาณ GPS จะถกน ามาคนหาเพอระบต าแหนงบนถนนในรศม 5 เมตรอกครง โดยการหาระยะทส นทสดระหวางจดและเสน จากนนท าการปรบปรงขอมลพกดอบตเหตใหเปนพกดทอยบนถนน กรณทต าแหนงของอบตเหตอาจอยบนถนนมากกวา 1 เสน ผใชจะตองท าการเลอกถนนโดยใชโปรแกรมประยกตทสรางขน ดงนนขอมลพกดอบตเหตจงมความถกตองยงขนและลดเวลาการท างานจากเดมทผใชตองก าหนดพกดจากการหาต าแหนงบนแผนท
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Thesis Title The Development of A Real Time and Accident Geographical Data Collection System : A Case Study of Songkhla.
Author Mr. Pariwat Chotkaew Major Program Management of Information Technology Academic Year 2010
ABSTRACT
Accident locations recorded in road accident reports are usually road names plus other information that helps to identify these locations such as nearby landmarks. Some reports may also include GPS locations if available. Because these locations play the most important role in the process of analyzing and identifying hazardous road locations, it is necessary to be as accurate as possible. This study introduces a method to locate the coordinates where road accidents occurred and have been recorded in the form of road names and GPS data. Road names and additional information will be manipulated using Text Object Model in Windows API command and submitted to Google Geocoding API to search for their potential locations and display on Google Map. Either coordinate obtained from Google API or GPS data if available then will be used to locate the road within 5 meters radius by finding the shortest distance between a point and a line. An application has also been developed as a tool for the users to select the final position if the solution yields more than one road locations. Therefore, accident data coordinates are more accurate and less time working from the user to set the coordinates to locate on the map.
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(3)
ABSTRACT (4)
(5)
(6)
(8)
(9)
1. 11
1.1 11
1.2 12
1.3 14
1.4 14
1.5 14
1.6 15
2. 17
2.1 (Geographic information system) 17
2.2 (Global positioning system) 21
2.3 25
2.4 27
2.5 29
2.6 Java 2 micro edition (J2ME) 31
2.7 Hypertext transfer protocol (HTTP) 33
2.8 Google maps API 34
7
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3. 35
3.1 35
3.2 35
3.3 41
3.4 49
3.5 GPS 52
3.6 54
4. 58
4.1 58
4.2 65
4.3 76
5. 78
5.1 78
5.2 78
5.3 79
80
84
: GPS 85
: 87
: 122
129
8
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2 - 1 GPS 24
2 - 2 HTTP 33
3 - 1 39
3 - 2 39
3 - 3 5 40
3 - 4 40
3 - 5 41
3 - 6 41
3 - 7 GPS 53
3 - 8 1 55
4 - 1 GPS 66
4 - 2 67
4 - 3 67
4 - 4 1 70
4 - 5 2 71
4 - 6 304 72
4 - 7 74
4 - 8 76
- 1 GPS 85
- 1 1 2 88
304
9
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2 - 1 Point 19
2 - 2 Line 19
2 - 3 Polygon 20
2 - 4 Raster data 20
2 - 5 23
2 - 6 25
2 - 7 26
2 - 8 27
2 - 9 TextBox 28
2 - 10 Double click 29
2 - 11 Mouse up 29
2 - 12 Midlet 33
3 - 1 Universal translator MapInfo 36
3 - 2 shp2pgsql 37
3 - 3 38
3 - 5 44
3 - 6 45
3 - 7 47
3 - 8 48
3 - 9 49
3 - 10 GPS 50
3 - 11 50
3 - 12 51
3 - 13 52
3 - 14 52
11
1
1.1
( , 2522)
2551 46,806 2552 44,192
- 2551 - 2552
2552 2551 189 2.56
(
, 2553)
- 2552 2551
26.76 -
2553 2552 2553 2552
17.44
( , 2544)
12
GPS
3
GPS
Text object model Windows API
Google geocoding API Google maps
Google geocoding API GPS
5
1
Google maps
GPS
1.2
(2544)
13
3 1 2
3 2
Marko Modsching (2006)
Görlitz
GPS
2
15
10
Arunas Stockus (1999)
Java applet
Wichuda Kowtanapanich (2005)
3
GPS
EMS
Francisco Câmara Pereira (2009)
2
14
Marchal (Marchal, 2005) Genetic map matching algorithm
GEMMA (Francisco, 2009) Marchal
GEMMA M-GEMMA Marchal
Youtrace)
2
1.3 1.
2.
3.
1.4 1.
2.
1.5 1.
Global position system)
2. GPS
3. GPS Bluetooth
15
4.
5.
6.
2552
6 17 - 7 56 100 01 - 101 06
( )
7. HTTP (Hypertext transfer protocol)
8. Nokia
N73 Symbian OS 9.1 Platform S60 3rd edition
260 x 320 Pixel GPRS Bluetooth 2.0
Windows xp service pack 3 Intel core i5 2.4 GHz 1,500 MB
120 GB
1.6 1.
Global position system)
2.
GPS
3.
4.
16
5.
6.
7.
17
17
2
2.1 (Geographic information system)
2.1.1
(2544)
Spatial data)
Cleark (2001)
(2545)
GIS)
Arial photo) Satellite image)
Remote sensing) GIS
Geographic information
system (GIS)
18
18
(Spatial data)
(Satellite images)
2.1.2 2.1.2.1
2 (Spatial data)
(Non - spatial data Attribute data)
1. (Spatial data)
2
- (Vector data)
(X, Y) (Z)
¶ Point
2 - 1
19
19
2 - 1 Point
¶ Line
2 - 2
2 - 2 Line
¶ Polygon
2 - 3
20
20
2 - 3 Polygon
- (Raster data)
Raster
(Digital elevation model: DEM) 2 - 4
2 - 4 Raster data (Environmental systems research institute, n.d.)
2. (Non - spatial data) Attribute data
2.1.2.2
5
1. (Hardware)
Server)
21
21
Digitizer) Scanner) Plotter) Printer)
2. (Software)
ArcGIS MapInfo Mapwindows
3. (Data)
4. (People)
5. Methodology Procedure)
2.2 Global positioning system)
2.2.1
Global positioning system GPS ( , .)
2541 NAVSTAR Global
positioning system
GPS
24
GPS
1978
1980
22
22
2.2.2
3
1. Space segment)
24 21 3
6 60 55
12
11,000
2. Control segment)
3. User segment)
GPS
GPS
GPS 5 12
2.2.3
GPS
23
23
GPS
4
GPS
3.0 x 108
GPS
(Pseudo random noise code
2 - 5
2 - ( , 2547)
2.2.4
GPS
The national marine electronics association (NMEA)
NMEA0183
RS - 232 4,800 8
1 1
24
24
NMEA 0183 GGA GLL GSA RMC
2 - 1 RMC
2 - 1 GPS
$GPRMC,124540,A,700.526,N,10029.876,E,0,0,061009,,*22
Name Example Description
Message id $GPRMC RMC protocol header
UTC position 124540 12:45:50
Status A A=data valid or V=data not valid
Latitude 700.526943 7 0.526943 N/S Indicator N N= S=
Longitude 10029.876 100 29.876 E/W Indicator E E= W=
Speed over ground 0
Course over ground 0
Date 061009 6 2009
Magnetic variation Checksum *22
<CR><LF> <CR><LF> End of message termination
2.2.5
GPS
GPS
1.
25
25
2.
3. GPS
4. GPS
GPS
2.3
(Vector projection)
2.3.1
(The
vector projection of onto 2 - 6
2 - 6 ( , 2542:P123)
2 - 6
Unit vector
Unit vector
Length =
26
26
Scalar projection
2.3.2
2 - 7 (Kimberling, 1998)
2 - 7 (x0, y0) (x1, y1)
(x2, y2) d
1. x1 = (x1, y1) x2 = (x2, y2)
v =
2. r x0 = (x0, y0)
r =
3. (x0, y0)
d =
d =
d =
d =
27
27
b P(b) VL
2 - 8
2 - 8 (Dan Sunday, n d )
b
- b 0 P(b) P0 VL
- b 1 P(b) P1 VL
- b 0 P(b) VL
- b 1 P(b) VL
- b 0 1 P(b) VL
b P(b)
2.4
Windows Windows application programming interface
Windows API Windows Dynamics link
libraries (DLL) DLL
(Microsoft, 2010)
28
28
Windows API Dynamic linking API
API
SendMessage Windows
Windows
LRESULT WINAPI SendMessage(
__in HWND hWnd,
__in UINT Msg,
__in WPARAM wParam,
__in LPARAM lParam
);
SendMessage
- hWnd Windows
- Msg
- wParam
- lparm
SendMessage
1. TextBox
2 - 9
2 - 9 TextBox
2. 2 - 10
SendMessage(TextBox.Handle.ToInt32(), 0x203, 0, 0)
- TextBox.Handle.ToInt32()
29
29
- 0x203 Double click
- 0
2 - 10 Double click
3.
4. 2 - 11
SendMessage(TextBox.Handle.ToInt32(), 0x202, 0, 0)
- TextBox.Handle.ToInt
- x 2 Mouse up Double
click
-
2 - 11 Mouse up
5. 2
2.5
30
30
2.5.1 (General packet radio service)
(General packet radio service) GPRS
Global system for mobilization (GSM)
Packet GSM
171.2
GPRS
GPRS
GPRS Always on
GPRS
GPRS
1) GPRS
2) GPRS
(Hardware) (Software)
3) IP address
(Packet switching)
31
31
2.5.2 (Bluetooth)
(Bluetooth) 1998 Bluetooth
King harold Bluetooth)
Line of sight)
Bluetooth
GPS
Bluetooth Bluetooth
24
Frequency hopping spread spectrum (FHSS)
Synchronous Asynchronous
1
10 - 100
128
2.6 Java 2 micro edition (J2ME)
2.6.1 J2ME
Java 2 micro edition J2ME Edition JAVA 2
Handheld PDA
J2ME
1. J2ME
32
32
2. J2ME Cross-platform compatibility
3. J2ME
4. J2ME Library
5. J2ME
XML HTTP Protocol 2.6.2 J2ME
J2ME
4
1. Host operating system
Windows
Nokia N73 Symbian OS
2. Java virtual machines (JVM)
Java Host operating system
Java Host operating system
3. Configuration Class library
4. Profiles Application programming interface (API)
2.6.3 J2ME
Configuration Connected limited device configuration (CLDC) Profile Mobile
information device profile (MIDP) MIDP 1.0 API
HTTP
(User interface) (Persistent storage) MIDP
2.1 MIDP MIDlet
MIDP environment
MIDlet Method MIDlet
Method
33
33
1. Startapp
2. Pauseapp
3. Destroyapp
MIDlet
2 - 12
2 - 12 MIDlet (C. Enrique Ortiz, 2004)
2.7 Hypertext transfer protocol (HTTP)
Hypertext transfer protocal HTTP Protocol
(Server) (Client) HTTP
HTTP
Protocol
5 2 - 2
34
34
2 - 2 HTTP
Informational 100 - 199
Successful 200 - 299
Redirection 300 - 399 HTTP
Client error 400 - 499
Server error 500 - 599
8 Google maps API
Google maps API Application program interface (API)
Google . 2005 Google maps API Google
Google maps (Web page)
Mashup Mash-up Javascript
Extensive markup language (XML
Google maps Google maps API key
Google Google maps API Google
35
35
3
3.1
3.1.1 MapInfo
MapInfo
Arcview Arcinfo Mapwindows
MapInfo
3.1.2 PostgreSQL Object
relational database management (ORDBMS) pgAdmin
Standard query language (SQL)
PostGIS
3.2
Songkhla computerized common accident
database entry 2550
2547 - 2550
3.2.1 Songkhla computerized common
accident database entry 2
1.
2.
36
36
MapInfo
PostgreSQL
1. MapInfo Tool Univeral
traslator
2. MapInfo TAB
ESRI shape (shp)
3 - 1
3 - 1 Universal translator MapInfo
3. Universal translator
Shp
4. Shp Standard
query language (SQL) shp2pgsql PostGIS
37
37
shp pgsql -s [ SRID] -c [ shp] [ > [ sql]
shp2pgsql 3 - 2
3 - 2 shp2pgsql
5. SQL
PostgreSQL pgAdmin
3.2.2
PostgreSQL
pgAdmin
PostGIS
3 - 3
3.2.2.2 (Data dictionary)
38
38
3.2.2.1 Entity relationship diagram
tb_Road_Segment
tb_AccidentPointByUser
Record_Near_Line
Have_Place
tb_Place
Record_AccidentByUser
tb_Log
Record_AccidentBySys
tb_Accident_Point
M
1
M N 1
1
1
1
Source
X1
ID_Segment
X2
Destination
Name_TH
Name_Eng
Length
Position
Y1 Y2
IS_Process
Create_Date
Place_Name
ID_AccPoint
IS_SuccessAccPointRowNum
U_Lon
U_LatLenght_PtoLLineRowNum
Y
XName_TH
Name_Eng
ID_Place
U_Lon
U_Lat
Description
Status
LogRowNum
Acc_Lat
Acc_Lon
Acc_Lon
Acc_Lat
Create_Date
ID_AccidentPoint
3 - 3
39
39
1.2.2.2 (Data dictionary) 1. tb_Place
3 - 1
3 - 1
ID_Place
X
Y
Name_TH
Name_Eng
ID_Segment
2. tb_Road_Segment
3 - 2
3 - 2
ID_Segment
Source
Destination
X1
Y1
X2
Y2
Name_TH
Name_Eng
Length
Position
40
40
3. tb_NearLineOfAccidentPointByUser
5
3 - 3
3 - 3
LineRowNum
ID_Segment
ID_AccPoint
Length_PtoL
4. tb_Accident_Point
3 - 4
3 - 4
ID_AccidentPoint
Create_Date
Acc_Lat
Acc_Lon
5. tb_AccidentPointByUser
3 - 5
41
41
3 - 5
ID_AccPoint
Create_Date
Place_Name
U_Lat
U_Lon
IS_Process (0 , 1
IS_Success (0 , 1
AccPointRowNum
6. tb_Log
3 - 6
3 - 6
LogRowNum
Status
1 :
2 :
3 :
U_Lat
U_Lon
Acc_Lat
Acc_Lon
3.3
3 - 4
42
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43
3.
Google maps
3.3.1
GPS
GPS RMC
2.5
GPRS
3 - 5
44
44
START
END
N
Y
GPS
3 - 5
3.2.2
4 1 2
3
4
45
45
1. 1
GPS 5
GPS
4 1
1
3 - 6
START
,
5
1Y
N
EX
3 - 6
2. 2
Text object model Windows API
2
2
46
46
1)
2) Google maps Google geocoding API
5
5
3 - 7
47
47
, ,
Google maps
5
5
5
5
5
5
Google maps
X
Y
3 - 7
48
48
3. 3
3 - 8
YN
A
Y
3 - 8
4. 4 1
1
3 - 9
49
49
A E
Y
N
STOP
3 - 9
3.4
2
3.4.1
3.4.1.1 GPS
GPS
3 - 10
50
50
3 - 10 GPS
3.4.1.2
GPS
3 - 11
3 - 11
51
51
3.4.2
3.4.2.1
3 - 12
3 - 12
3.4.2.2
CSV
3 - 13
3 - 14
52
52
3 - 13
3 - 14
3.5 GPS
GPS
GPS
53
53
GPS
3 - 7
3 - 7 GPS
1-10 7.0095763 100.4962845
1-20 7.0095840 100.4962845
1-30 7.0095859 100.4962845
1-40 7.0095840 100.4962845
GPS
1. Google maps
2. GPS Holux Wireless GPS logger
M - 241 GPS
5.46 GPS 3 - 15
3 - 15 GPS Holux Wireless GPS logger M - 241
3. GPS 40
Google maps
4. GPS
10 3 - 7
54
54
5.
6.
3.6
2 1
2
3 - 8
55
55
3 - 8 1
1 7.317205556 100.9847778 1 7.186063634 100.5943658
2 7.301430556 100.8679056 2 - -
3 7.30115 101.0179694 3 - -
4 7.284225444 101.0018833 20 1 3 - -
5 7.300258333 101.0008917 2 2 - -
6 7.351175 100.9839917 1 7.200719704 100.599875
7 7.301383333 101.0007083 1 7.195416738 100.6030333
8 7.317297222 100.9859583 11 3 - -
9 7.3181 100.9859083 2 -
2 - -
10 7.351588889 100.983675 3 - -
56
56
1. Comma separated values file (CSV)
2.
Google maps
5
- 1
- 2 5
- 3 5
- 4 5
- 5 5
3. 2 1
2
4.
5. tb_Log
57
57
- 1
- 2
- 3
6. 3 - 8
7. Google maps
58
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4
4.1
3 4.1.1 2
4.1.1.1 1. GPS Setting 4 - 1
4 - 1 GPS
59
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2. Search Bluetooth 4 - 2
4 - 2 GPS
3.
GPS GPS 4 - 3
60
(60)
4 - 3 GPS
4. GPS
GPS 4 - 4
4 - 4
61
(61)
5. Send 4 - 5
4 - 5
4.1.1.2 1.
4 - 6
62
(62)
4 - 6
2. ROWSECSV 4 - 7
4 - 7 CSV
63
(63)
3. File 4 - 8
4 - 8
4.1.2
1
1. 4 - 9
64
(64)
4 - 9
2.
4 - 10
4 - 10
65
(65)
4.1.3
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5.3 1.
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84
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85
(85)
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20 7.0093989 100.4966431
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22 7.0094008 100.4966660
23 7.0094023 100.4966736
24 7.0094028 100.4966660
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7778
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11100 1
7.2028557124
97440
100.58830885
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106 7.2582027777
7778
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88900
-
1 7.2014262385
93050
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593050
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107 7.1863083333 100.603944444 21 1 7.1836644892 100.60438172 1 7.182812156 100.60362791
100
(100)
1 2
3333 44400 92460 5705000 269520 1142000
108 7.1481500000
0000
100.642983333
33300 1
7.1481358956
22180
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5357000 3 - -
109 7.2038583333
3333
100.598305555
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7.2038785890
97270
100.59837782
3931000 2 - -
110 7.1502472222
2222
100.597850000
00000 2 - - 2 - -
111 7.2555222222
2222
100.596436111
11100
2 -
3 - - 3 - -
112 7.3337500000
0000
100.984461111
11100
2
2 - - 2 - -
113 7.3353805555
5556
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11100 2 - - 2 - -
114 7.3023472222
2222
100.983858333
33300
3
3 - - 3 - -
115 7.3183750000
0000
101.002575000
00000
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2 - - 2 - -
116 7.3002444444 100.984155555 72 1 7.1844345266 100.59423131 2 - -
101
(101)
1 2
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117 7.3351500000
0000
100.986069444
44400 1
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60300
100.59992116
4279000 2 - -
118 7.3016666666
6667
100.983722222
22200 3 - - 3 - -
119 7.3181083333
3333
100.985633333
33300 1
7.1967356037
51110
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120 7.3174888888
8889
101.000280555
55600
6
2 - - 2 - -
121 7.3011333333
3333
100.984133333
33300 1
7.1870524317
29410
100.59934226
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122 7.3011583333
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100.985408333
33300
7-11 1
3 - - 3 - -
123 7.3020722222
2222
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124 7.2683027777
7778
100.969011111
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7.1844345266
19400
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2145000 2 - -
125 7.3181138888 100.969225000 1 7.1897794801 100.59536325 3 - -
102
(102)
1 2
8889 00000 03170 4680000
126 7.2854916666
6667
101.001794444
44400
1
3 - - 3 - -
127 7.3251472222
2222
100.984461111
11100 3 - - 2 - -
128 7.3174583333
3333
100.985725000
00000
2 - - 2 - -
129 7.3003944444
4444
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88900 3 - - 3 - -
130 7.3172777777
7778
100.984836111
11100 1
7.1897794801
03170
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4680000 2 - -
131 7.3176388888
8889
101.002327777
77800 1
7.1819575338
19710
100.61769119
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132 7.2848694444
4444
101.002180555
55600
1
3 - - 3 - -
133 7.2837750000
0000
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33300 2 - - 2 - -
134 7.3018333333 100.985897222 10 3 - - 3 - -
103
(103)
1 2
3333 22200
135 7.3020138888
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136 7.3352666666
6667
100.983477777
77800 1
7.2061503813
83220
100.59610256
4617000 2 - -
137 7.3025166666
6667
100.984238888
88900 2 - - 2 - -
138 7.3692444444
4444
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11100 1
7.2137915302
08610
100.58693866
3906000 2 - -
139 7.3335861111
1111
100.984925444
44400 2 - - 2 - -
140 7.3178722222
2222
100.984275000
00000 1
7.1949273834
68430
100.59671561
4224000 2 - -
141 7.3169277777
7778
101.000297222
22200 2 - - 2 - -
142 7.3010083333
3333
100.985497222
22200
7-11 1
3 - - 3 - -
143 7.3021027777 101.018600000 2 - - 2 - -
104
(104)
1 2
7778 00000
144 7.3181444444
4444
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7.1986251507
65510
100.59908025
3819000 2 - -
145 7.3513250000
0000
100.969397222
22200 1
7.1954167383
90440
100.60303327
1295000 2 - -
146 7.3250861111
1111
101.000702777
77800
6
1
7.1967356037
51110
100.60671464
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147 7.3508888888
8889
100.967038888
88900 1
7.2052549943
05110
100.58771521
1554000 2 - -
148 7.2850472222
2222
101.018827777
77800 3 - - 3 - -
149 7.3167254444
4444
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22200 2 - - 2 - -
150 7.3010694444
4444
100.986083333
33300
7-11 1
3 - - 3 - -
151 7.3009888888
8889
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11100 2 - - 2 - -
152 7.3341722222 100.984800000 2 - - 2 - -
105
(105)
1 2
2222 00000
153 7.3021611111
1111
101.018569444
44400 2 - - 2 - -
154 7.2859027777
7778
101.001847222
22200
2 1
1
7.1804705449
99200
100.60388824
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7.178721061
206010
100.60244968
3303000
155 7.3009444444
4444
100.984377777
77800 2 - - 2 - -
156 7.2849222222
2222
100.985694444
44400 3 - - 3 - -
157 7.3339361111
1111
100.968547222
22200 2 - - 2 - -
158 7.3345254444
4444
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03170
100.59536325
4680000 2 - -
159 7.3016916666
6667
100.985891666
66700
2
1
7.1829698733
52180
100.60055960
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7.186105013
398090
100.59767176
8702000
160 7.3351722222
2222
100.985433333
33300
2
2 - - 2 - -
161 7.3510944444 100.967175000 1 7.2052549943 100.58771521 2 - -
106
(106)
1 2
4444 00000 05110 1554000
162 7.2838888888
8889
101.016922222
22200
1
2 - - 2 - -
163 7.3343166666
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11100 1
7.2050807841
30300
100.58924986
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164 7.3012222222
2222
100.985302777
77800 3 - - 3 - -
165 7.2846611111
1111
100.984155555
55600 3 - - 3 - -
166 7.3168750000
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77800 2 - - 2 - -
167 7.3342572222
2222
101.001483333
33300 1
7.1819575338
19710
100.61769119
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168 7.2513500000
0000
101.001125000
00000 1
7.1749680683
13740
100.61464714
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169 7.3022916666
6667
100.984425444
44400 2 - - 2 - -
170 7.2850138888 101.000905555 14 1 3 - - 3 - -
107
(107)
1 2
8889 55600
171 7.3358944444
4444
100.983936111
11100 1
7.2128585290
81690
100.59034577
2018000 2 - -
172 7.3010972222
2222
100.985527777
77800
1
2 - - 2 - -
173 7.2502833333
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100.969236111
11100 3 - - 3 - -
174 7.3351166666
6667
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88900 2 - - 2 - -
175 7.3016083333
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100.983711111
11100
100
1
7.1875864085
82990
100.59772397
9104000 2 - -
176 7.3352583333
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100.985944444
44400 1
7.1954167383
90440
100.60303327
1295000 2 - -
177 7.3358916666
6667
100.983394444
44400 2 - - 2 - -
178 7.3183472222
2222
101.001077777
77800
1
2 - - 2 - -
179 7.3172516666 101.000213888 2 2 - - 2 - -
108
(108)
1 2
6667 88900
180 7.3253027777
7778
100.983944444
44400
1
1
7.1996404649
03270
100.59709733
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7.199640464
903270
100.59709733
2442000
181 7.3357916666
6667
100.984480555
55600 1
7.1772128503
77920
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3735000 2 - -
182 7.3003305555
5556
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00000
72
3 - - 3 - -
183 7.3335254444
4444
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88900 1
7.1897794801
03170
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4680000 2 - -
184 7.3186638888
8889
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33300 1
7.1949273834
68430
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4224000 2 - -
185 7.3339055555
5556
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66700 2 - - 2 - -
186 7.3189388888
8889
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22200 1
7.1949273834
68430
100.59671561
4224000 2 - -
187 7.3682722222
2222
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7.2137915302
08610
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188 7.2848361111 101.000380555 8 2 - - 2 - -
109
(109)
1 2
1111 55600
189 7.3176638888
8889
100.985158333
33300 1
7.1940908794
35780
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7372000 2 - -
190 7.3358611111
1111
100.983347222
22200 2 - - 2 - -
191 7.3175861111
1111
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77800 2 - - 2 - -
192 7.3021305555
5556
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44400 2 - - 2 - -
193 7.3010527777
7778
100.985527777
77800
1
2 - - 2 - -
194 7.3183027777
7778
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11100 1
7.1949273834
68430
100.59671561
4224000 2 - -
195 7.3340388888
8889
100.985166666
66700 3 - - 3 - -
196 7.2358944444
4444
100.985325000
00000 1
7.1922013926
34920
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9943000 2 - -
197 7.3010027777 100.983513888 3 - - 3 - -
110
(110)
1 2
7778 88900
198 7.3345000000
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101.002563888
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7.2080614042
47580
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9263000 1
7.208061404
247580
100.59917611
9263000
199 7.3004416666
6667
100.983522222
22200 1
7.1897794801
03170
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4680000 2 - -
200 7.3350527777
7778
100.986108333
33300 1
7.1954167383
90440
100.60303327
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201 7.3004166666
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101.002533333
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1
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202 7.8345333333
3333
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7.6792926135
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203 7.3183527777
7778
100.985655555
55600 1
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77920
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204 7.3187527777
7778
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77800 2 - - 2 - -
205 7.3011611111
1111
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7.1870524317
29410
100.59934226
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206 7.2850888888 101.001102777 2 2 1 7.1954167383 100.60303327 1 7.204516290 100.59819899
111
(111)
1 2
8889 77800 90440 1295000 584740 5850000
207 7.3022166666
6667
100.985525000
00000 2 - - 2 - -
208 7.3171166666
6667
100.984927777
77800 2 - - 2 - -
209 7.3175138888
8889
100.984236111
11100 2 - - 2 - -
210 7.3169638888
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101.002397222
22200
2 - - 2 - -
211 7.3170916666
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44400
2 - - 2 - -
212 7.3022254444
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100.984330555
55600 2 - - 2 - -
213 7.3187254444
4444
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33300 3 - - 3 - -
214 7.3010055555
5556
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66700 2 - - 2 - -
112
(112)
1 2
215 7.2834694444
4444
100.984025000
00000
30
1
7.1790144397
20600
100.60309372
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910870
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216 7.3338111111
1111
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-
1 7.1954167383
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217 7.2348416666
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218 7.3356254444
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219 7.3339138888
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220 7.3007472222
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4
1
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40660
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221 7.3188138888
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3525000
222 7.3339666666
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7.2071238286
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317430
100.59216485
5887000
223 7.2337722222
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113
(113)
1 2
224 7.3340500000
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33300 2 - - 2 - -
225 7.3346722222
2222
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11100 2 - - 2 - -
226 7.3018638888
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55600 2 - - 2 - -
227 7.3171694444
4444
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66700
3
2 - - 2 - -
228 7.3345555555
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229 7.3502916666
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88900
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2 - - 2 - -
230 7.3183222222
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77800
1 -
1 7.1954167383
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5850000
231 7.3349361111
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232 7.3253527777
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7.1969252982
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467300
100.60082620
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114
(114)
1 2
233 7.2838361111
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88900
2 1
1
7.1954167383
90440
100.60303327
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100.59819899
5850000
234 7.3352611111
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235 7.3514083333
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100.59819899
5850000
236 7.3010777777
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22200 2 - - 2 - -
237 7.3176027777
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238 7.3011611111
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1
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239 7.3349361111
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55600 2 - - 2 - -
240 7.3007111111
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241 7.3345555555
5556
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115
(115)
1 2
242 7.3346972222
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22200 2 - - 2 - -
243 7.3502916666
6667
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88900
9
2 - - 2 - -
244 7.3504166666
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33300
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245 7.2847111111
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59920
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100.57932910
3802000
246 7.2852555555
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00000
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2 - - 2 - -
247 7.3349361111
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55600 2 - - 2 - -
248 7.3351277777
7778
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33300 2 - - 2 - -
249 7.3006083333
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250 7.2523555555
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44400
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100.57932910
3802000
116
(116)
1 2
251 7.3025833333
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55600 2 - - 2 - -
252 7.3024361111
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253 7.3179472222
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254 7.3022254444
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55600 2 - - 2 - -
255 7.3178472222
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256 7.3184500000
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66700
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2 - - 2 - -
257 7.3188472222
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1
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100.61769119
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258 7.3168916666
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259 7.3168916666
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22200 2 - - 2 - -
117
(117)
1 2
260 7.3335333333
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261 7.2845361111
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4
2 - - 2 - -
262 7.3176083333
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263 7.3014277777
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19530
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828940
100.59746958
1447000
264 7.3168916666
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22200 2 - - 2 - -
265 7.3184083333
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9
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266 7.3010388888
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7.1954167383
90440
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584740
100.59819899
5850000
267 7.3182611111
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66700 2 - - 2 - -
268 7.3333388888
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118
(118)
1 2
269 7.3184361111
1111
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2 - - 2 - -
270 7.3355277777
7778
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77800 2 - - 2 - -
271 7.2853416666
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11100
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59920
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272 7.3023583333
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33300
11
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274 7.3353527777
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275 7.3010777777
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276 7.3182888888
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277 7.3181333333
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119
(119)
1 2
278 7.2172388888
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279 7.2835888888
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280 7.3006916666
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281 7.3183055555
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286 7.3252861111
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120
(120)
1 2
287 7.2849527777
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77800
30 8
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289 7.3250611111
1111
100.985672222
22200 2 - - 2 - -
290 7.2847472222
2222
100.984247222
22200 2 - - 2 - -
291 7.2172388888
8889
100.969033333
33300 2 - - 2 - -
292 7.3021611111
1111
101.018630555
55600 2 - - 2 - -
293 7.2253555555
5556
100.952269444
44400 2 - - 2 - -
294 7.2854444444
4444
101.017613888
88900
41
2 - - 2 - -
295 7.3015254444
4444
100.984038888
88900
4
2 - - 2 - -
121
(121)
1 2
296 7.3172750000
0000
100.986044444
44400
1
1
7.1914328680
16620
100.60115768
2945000 1
7.189983181
700800
100.59699375
9971000
297 7.3170416666
6667
100.985097222
22200
5
2 - - 2 - -
298 7.3188805555
5556
101.000254444
44400
6
2 - - 2 - -
299 7.0060350000
0000
100.467418000
00000
1
7.0060398256
18630
100.46744653
8119000 2 - -
300 7.0054140000
0000
100.473680000
00000
3 - - 3 - -
301 7.0154340000
0000
100.411995000
00000
500 3 - - 3 - -
302 7.0020630000
0000
100.497350000
00000
109 3 - - 3 - -
303 7.0092680000
0000
100.467814000
00000
holiday 1
7.0092724589
54080
100.46784712
3239000 3 - -
304 6.9973100000
0000
100.466294000
00000
1
6.9955706954
93960
100.46657505
2526000 1
6.995570695
493960
100.46657505
2526000
122
(122)
:
123
(123)
124
(124)
125
(125)
126
(126)
127
(127)
128
(128)
129
(129)
5110121051
2551
9. PEC - 9, 2 - 3 2554,
, .